{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "\n",
    "import math\n",
    "import random\n",
    "\n",
    "import numpy\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "dt = 0.001  # simulation time step\n",
    "t_rc = 0.02  # membrane RC time constant\n",
    "t_ref = 0.002  # refractory period\n",
    "t_pstc = 0.1  # post-synaptic time constant\n",
    "N_A = 50  # number of neurons in first population\n",
    "N_B = 40  # number of neurons in second population\n",
    "N_samples = 100  # number of sample points to use when finding decoders\n",
    "rate_A = 25, 75  # range of maximum firing rates for population A\n",
    "rate_B = 50, 100  # range of maximum firing rates for population B\n",
    "\n",
    "\n",
    "def input(t):\n",
    "    \"\"\"The input to the system over time\"\"\"\n",
    "    return math.sin(t)\n",
    "\n",
    "\n",
    "def function(x):\n",
    "    \"\"\"The function to compute between A and B.\"\"\"\n",
    "    return x*x\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Step 1: Initialization"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "array shape\n",
      "(100, 1)\n",
      "(50, 100)\n",
      "(50, 50)\n",
      "(50, 1)\n",
      "(50, 50)\n",
      "(50, 1)\n",
      "array shape\n",
      "(100, 1)\n",
      "(40, 100)\n",
      "(40, 40)\n",
      "(40, 1)\n",
      "(40, 40)\n",
      "(40, 1)\n"
     ]
    }
   ],
   "source": [
    "# create random encoders for the two populations\n",
    "encoder_A = [random.choice([-1, 1]) for i in range(N_A)]\n",
    "encoder_B = [random.choice([-1, 1]) for i in range(N_B)]\n",
    "\n",
    "\n",
    "def generate_gain_and_bias(count, intercept_low, intercept_high, rate_low, rate_high):\n",
    "    gain = []\n",
    "    bias = []\n",
    "    for _ in range(count):\n",
    "        # desired intercept (x value for which the neuron starts firing\n",
    "        intercept = random.uniform(intercept_low, intercept_high)\n",
    "        # desired maximum rate (firing rate when x is maximum)\n",
    "        rate = random.uniform(rate_low, rate_high)\n",
    "\n",
    "        # this algorithm is specific to LIF neurons, but should\n",
    "        # generate gain and bias values to produce the desired\n",
    "        # intercept and rate\n",
    "        z = 1.0 / (1 - math.exp((t_ref - (1.0 / rate)) / t_rc))\n",
    "        g = (1 - z) / (intercept - 1.0)\n",
    "        b = 1 - g * intercept\n",
    "        gain.append(g)\n",
    "        bias.append(b)\n",
    "    return gain, bias\n",
    "\n",
    "\n",
    "# random gain and bias for the two populations\n",
    "gain_A, bias_A = generate_gain_and_bias(N_A, -1, 1, rate_A[0], rate_A[1])\n",
    "gain_B, bias_B = generate_gain_and_bias(N_B, -1, 1, rate_B[0], rate_B[1])\n",
    "\n",
    "\n",
    "def run_neurons(input, v, ref):\n",
    "    \"\"\"Run the neuron model.\n",
    "\n",
    "    A simple leaky integrate-and-fire model, scaled so that v=0 is resting\n",
    "    voltage and v=1 is the firing threshold.\n",
    "    \"\"\"\n",
    "    spikes = []\n",
    "    for i, _ in enumerate(v):\n",
    "        dV = dt * (input[i] - v[i]) / t_rc  # the LIF voltage change equation\n",
    "        v[i] += dV\n",
    "        if v[i] < 0:\n",
    "            v[i] = 0  # don't allow voltage to go below 0\n",
    "\n",
    "        if ref[i] > 0:  # if we are in our refractory period\n",
    "            v[i] = 0  # keep voltage at zero and\n",
    "            ref[i] -= dt  # decrease the refractory period\n",
    "\n",
    "        if v[i] > 1:  # if we have hit threshold\n",
    "            spikes.append(True)  # spike\n",
    "            v[i] = 0  # reset the voltage\n",
    "            ref[i] = t_ref  # and set the refractory period\n",
    "        else:\n",
    "            spikes.append(False)\n",
    "    return spikes\n",
    "\n",
    "\n",
    "def compute_response(x, encoder, gain, bias, time_limit=0.5):\n",
    "    \"\"\"Measure the spike rate of a population for a given value x.\"\"\"\n",
    "    N = len(encoder)  # number of neurons\n",
    "    v = [0] * N  # voltage\n",
    "    ref = [0] * N  # refractory period\n",
    "\n",
    "    # compute input corresponding to x\n",
    "    input = []\n",
    "    for i in range(N):\n",
    "        input.append(x * encoder[i] * gain[i] + bias[i])\n",
    "        v[i] = random.uniform(0, 1)  # randomize the initial voltage level\n",
    "\n",
    "    count = [0] * N  # spike count for each neuron\n",
    "\n",
    "    # feed the input into the population for a given amount of time\n",
    "    t = 0\n",
    "    while t < time_limit:\n",
    "        spikes = run_neurons(input, v, ref)\n",
    "        for i, s in enumerate(spikes):\n",
    "            if s:\n",
    "                count[i] += 1\n",
    "        t += dt\n",
    "    return [c / time_limit for c in count]  # return the spike rate (in Hz)\n",
    "\n",
    "\n",
    "def compute_tuning_curves(encoder, gain, bias):\n",
    "    \"\"\"Compute the tuning curves for a population\"\"\"\n",
    "    # generate a set of x values to sample at\n",
    "    x_values = [i * 2.0 / N_samples - 1.0 for i in range(N_samples)]\n",
    "\n",
    "    # build up a matrix of neural responses to each input (i.e. tuning curves)\n",
    "    A = []\n",
    "    for x in x_values:\n",
    "        response = compute_response(x, encoder, gain, bias)\n",
    "        A.append(response)\n",
    "    return x_values, A\n",
    "\n",
    "\n",
    "def compute_decoder(encoder, gain, bias, function=lambda x: x):\n",
    "    # get the tuning curves\n",
    "    x_values, A = compute_tuning_curves(encoder, gain, bias)\n",
    "\n",
    "    # get the desired decoded value for each sample point\n",
    "    value = numpy.array([[function(x)] for x in x_values])\n",
    "\n",
    "    # find the optimal linear decoder\n",
    "    A = numpy.array(A).T\n",
    "    Gamma = numpy.dot(A, A.T)\n",
    "    Upsilon = numpy.dot(A, value)\n",
    "    Ginv = numpy.linalg.pinv(Gamma)\n",
    "    decoder = numpy.dot(Ginv, Upsilon) / dt\n",
    "    \n",
    "    print(\"array shape\")\n",
    "    print(value.shape)\n",
    "    print(A.shape)\n",
    "    print(Gamma.shape)\n",
    "    print(Upsilon.shape)\n",
    "    print(Ginv.shape)\n",
    "    print(decoder.shape)\n",
    "    \n",
    "    return decoder\n",
    "\n",
    "\n",
    "# find the decoders for A and B\n",
    "decoder_A = compute_decoder(encoder_A, gain_A, bias_A, function=function)\n",
    "decoder_B = compute_decoder(encoder_B, gain_B, bias_B)\n",
    "\n",
    "# compute the weight matrix\n",
    "weights = numpy.dot(decoder_A, [encoder_B])\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Step 2: Running the simulation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0 0.0\n",
      "0.001 0.0\n",
      "0.5000000000000003 0.10975098731202229\n",
      "1.0000000000000007 0.5471614173409074\n",
      "1.5009999999999455 0.886684795482702\n",
      "2.0009999999998906 0.9272070350702832\n",
      "2.5009999999998356 0.5482284150800322\n",
      "3.0009999999997805 0.1023480860535521\n",
      "3.5009999999997254 0.050235435793129876\n",
      "4.000999999999671 0.37925727059397185\n",
      "4.500999999999838 0.8289509560103951\n",
      "5.000000000000004 0.986911974915921\n",
      "5.500000000000171 0.6977461106601958\n",
      "6.000000000000338 0.1931426659309423\n",
      "6.500000000000505 -0.002984296543366711\n",
      "7.000000000000672 0.2742811883880077\n",
      "7.500000000000839 0.7137367407475043\n",
      "8.000000000001005 0.9317426432657269\n",
      "8.500000000000728 0.7804043493587157\n",
      "9.000000000000451 0.3677578217325809\n",
      "9.500000000000174 0.019643442314219838\n"
     ]
    }
   ],
   "source": [
    "v_A = [0.0] * N_A  # voltage for population A\n",
    "ref_A = [0.0] * N_A  # refractory period for population A\n",
    "input_A = [0.0] * N_A  # input for population A\n",
    "\n",
    "v_B = [0.0] * N_B  # voltage for population B\n",
    "ref_B = [0.0] * N_B  # refractory period for population B\n",
    "input_B = [0.0] * N_B  # input for population B\n",
    "\n",
    "# scaling factor for the post-synaptic filter\n",
    "pstc_scale = 1.0 - math.exp(-dt / t_pstc)\n",
    "\n",
    "# for storing simulation data to plot afterward\n",
    "inputs = []\n",
    "times = []\n",
    "outputs = []\n",
    "ideal = []\n",
    "\n",
    "output = 0.0  # the decoded output value from population B\n",
    "t = 0\n",
    "while t < 10.0:  # noqa: C901 (tell static checker to ignore complexity)\n",
    "    # call the input function to determine the input value\n",
    "    x = input(t)\n",
    "\n",
    "    # convert the input value into an input for each neuron\n",
    "    for i in range(N_A):\n",
    "        input_A[i] = x * encoder_A[i] * gain_A[i] + bias_A[i]\n",
    "\n",
    "    # run population A and determine which neurons spike\n",
    "    spikes_A = run_neurons(input_A, v_A, ref_A)\n",
    "\n",
    "    # decay all of the inputs (implementing the post-synaptic filter)\n",
    "    for j in range(N_B):\n",
    "        input_B[j] *= 1.0 - pstc_scale\n",
    "    # for each neuron that spikes, increase the input current\n",
    "    # of all the neurons it is connected to by the synaptic\n",
    "    # connection weight\n",
    "    for i, s in enumerate(spikes_A):\n",
    "        if s:\n",
    "            for j in range(N_B):\n",
    "                input_B[j] += weights[i][j] * pstc_scale\n",
    "\n",
    "    # compute the total input into each neuron in population B\n",
    "    # (taking into account gain and bias)\n",
    "    total_B = [0] * N_B\n",
    "    for j in range(N_B):\n",
    "        total_B[j] = gain_B[j] * input_B[j] + bias_B[j]\n",
    "\n",
    "    # run population B and determine which neurons spike\n",
    "    spikes_B = run_neurons(total_B, v_B, ref_B)\n",
    "\n",
    "    # for each neuron in B that spikes, update our decoded value\n",
    "    # (also applying the same post-synaptic filter)\n",
    "    output *= 1.0 - pstc_scale\n",
    "    for j, s in enumerate(spikes_B):\n",
    "        if s:\n",
    "            output += decoder_B[j][0] * pstc_scale\n",
    "\n",
    "    if t % 0.5 <= dt:\n",
    "        print(t, output)\n",
    "    times.append(t)\n",
    "    inputs.append(x)\n",
    "    outputs.append(output)\n",
    "    ideal.append(function(x))\n",
    "    t += dt"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Step 3: Plot the results"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "x, A = compute_tuning_curves(encoder_A, gain_A, bias_A)\n",
    "x, B = compute_tuning_curves(encoder_B, gain_B, bias_B)\n",
    "\n",
    "plt.figure()\n",
    "plt.plot(x, A)\n",
    "plt.title(\"Tuning curves for population A\")\n",
    "\n",
    "plt.figure()\n",
    "plt.plot(x, B)\n",
    "plt.title(\"Tuning curves for population B\")\n",
    "\n",
    "plt.figure()\n",
    "plt.plot(times, inputs, label=\"input\")\n",
    "plt.plot(times, ideal, label=\"ideal\")\n",
    "plt.plot(times, outputs, label=\"output\")\n",
    "plt.title(\"Simulation results\")\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
